Marqov Documentation

Marqov is an orchestration engine for hybrid quantum-classical workflows. Write quantum algorithms using Qiskit, Cirq, PennyLane, OpenQASM, or Marqov’s native SDK, and Marqov handles parallelization, multi-backend execution, and real-time monitoring automatically.

Getting Started

New to Marqov? Start here.

• What is Marqov? — Overview and key features
• Quickstart — Your first script in 5 minutes
• Key Concepts — Tasks, workflows, backends, and more
• Architecture — How the system fits together

Tutorials

Step-by-step guides to build real quantum applications.

• Your First Quantum Script — Bell State end-to-end
• Building a VQE Optimization — Variational quantum eigensolver with parallel tasks
• Running on Real Hardware — From simulators to QPUs
• Parallel Task Execution — How automatic parallelization works
• Viewing Results — Execution dashboard, Gantt chart, and exports

Writing Scripts

How-to guides for Marqov’s Python SDK.

• Script Structure — Anatomy of a Marqov script
• The @task Decorator — Define parallelizable units of work
• The @workflow Decorator — Compose tasks into workflows
• Summary Cards — Display key results on the dashboard
• Supported Frameworks — Qiskit, Braket, PennyLane, Cirq, OpenQASM
• Parameter Handling — How job parameters reach your code
• Error Handling — Retries, debugging, and error categories

Platform Guide

Using the Marqov web platform.

• Playground — Interactive code editor with browser simulation
• Submitting Jobs — Run scripts on quantum hardware
• Job Results — Real-time status and execution dashboards
• Managing Scripts — Upload, save, and organize scripts
• Capsules — Reproducible, sealed computation snapshots
• Backends — Available quantum hardware and simulators
• Team Management — Roles, invitations, and credentials

API Reference

Complete technical specification.

• REST API — All HTTP endpoints
• Python SDK — Classes, functions, and decorators
• Database Schema — Tables, columns, and relationships

Deployment & Operations

Running Marqov in production.

• Worker Setup — Docker, ECR, and ECS deployment
• Temporal Configuration — Local and cloud Temporal setup
• Database Migrations — Applying schema changes
• Environment Variables — Complete configuration reference
• Production Checklist — Pre-launch verification

Troubleshooting

• Common Errors — Frequent issues and fixes
• Script Debugging — Debugging @task/@workflow scripts
• Worker Issues — Worker and infrastructure problems
• FAQ — Frequently asked questions